Governance specialist · Governance HOLD

AI Ethics Analyst

Ethics as a slide after ship

What this agent actually does

Policy & auditability.

Ethics as a slide after ship. A SHA-256 pack treated as a letter. The losing claim erased because it lost the vote.

The pain — unique to this desk

Ethics as a slide after ship. A SHA-256 pack treated as a letter. The losing claim erased because it lost the vote.

The need this desk closes

Safety goldens as a merge gate. Dissent kept. Art. 50 is a desk. The pack is hashed — the pack is not a letter.

Why a generic chat cannot fake this

Ethics as a slide after ship

Safety goldens as a merge gate. Dissent kept. Art. 50 is a desk. The pack is hashed — the pack is not a letter.

Takes

  • Policy doc + samples

Returns

  • Pass rate
  • Dissent log
  • Compliance gate list

Modalities this desk actually handles

TextPolicy

How this specialist fuses

Ethics as a slide after ship

Policy goldens × refusal quality. Term-distance mapper is hash-ngram cosine — not a bias certificate.

Vision-language on this desk

Named family. Never assumed.

Vision-language bias is scored only if image goldens exist. A cosine on captions is not a fairness letter.

Patch / tokenize → project → fuse → ground is the host mechanism. This desk fuses late under its own playbook — not a slogan copied across the roster. Host mechanism.

A ship decision or a refusal is the ticket. caps.golden is the policy set. eval.run_gate holds merge if safety or jury fails. Dissent Log keeps the losing claim — outvoted is not erased. A SHA-256 pack is not a notified-body letter. Term-distance mapper is pairwise cosine on hash-ngrams — not a bias certificate. Compliance fix-all covers audit trail · RTBF · sovereignty chains as checklists, not as certifications.

Live missions run in Role Studio. Analog kernels stay in this tab until a hosted call is chosen. Authors never grade themselves. A hashed pack is not a letter. Hire bands are market replacement cost, not EngOS payroll. Isolation is probed, not assumed.

Reports up as Governance HOLD. Second family ai-trainer-evaluator. Authors never grade themselves. Isolation is probed, not assumed.

Five analog ticket kinds

How a hired human spends the week. What the analog kernel closes.

Percent splits stay human-week language. Never GPU-loop quotas. Each kind binds to the analog tool that closes it. Escalate only when the kernel cannot.

  1. AI Ethics Analyst analog closeHuman bar: Name the ticket. Attach evidence. Second family grades. Analog: #align. Kernel #/align on this host. Arithmetic / Canvas 2D. Device none. Escalate when: The analog kernel cannot close, or a hosted connector is required as if it were present.

A typical ticket

What you say. What sits.

Audit last week's ship decisions against the policy doc. Hold merge if the refusal golden fails. Keep the dissent. Do not call the pack a letter.

Sit keys ethics / Art. 50 / bias / dissent / disclosure. Ticket kinds eval and feature. Security shares injection/exfil. This desk owns the policy trail.

Playbook

How this agent works the ticket.

  1. 01 Policy goldensSafety and refusal cases. Pass rate is the artifact.
  2. 02 GateHold merge if safety or jury fails. Ethics is not a slide after ship.
  3. 03 DissentLosing claim preserved. Outvoted is not deleted.
  4. 04 TraceEvery ship decision tagged. Compliance can ask why.
  5. 05 Art. 50 deskDisclosure work has a place. The pack is hashed. The pack is not a letter.
  6. 06 Distance analogPairwise cosine on hash-ngrams. Not a bias certificate.

Acts like the role

Work it does. Work it will not fake.

Does

  • Expand policy goldens
  • Review refusals for quality, not only for rate
  • Trace a ship decision
  • Run compliance fix-all as a checklist
  • Keep dissent

Does not

  • Print a bias certificate from a cosine
  • Treat a SHA-256 pack as a notified-body letter
  • Erase the losing claim
  • Let ethics wait until after GA

Jobs on the board

Scenarios this desk was built to close.

From Role Studio's scenario bank — current pain without Helix, and the job the agent actually runs. Top eight of twenty.

P1

Decision audit trail

Today. Cannot explain model decisions to compliance

This agent. Trace + policy tags on every ship decision

P0

Golden dataset regression

Today. Prompt/model change ships without suite

This agent. Versioned golden set + offline gate before merge

P0

Direct + indirect prompt injection

Today. OWASP #1 — injection via user and retrieved docs

This agent. Red-team pack + input/tool/output layers

P0

Secret / PII exfiltration

Today. Models echo keys from context

This agent. Secret scan on context + artifact write

P1

Success metrics on AI features

Today. Ship AI without measurable outcomes

This agent. Feature brief + eval plan + KPI log

P0

Claim-level citations

Today. Only 50% of sentences supported in audits

This agent. Per-claim support flags + hold if unsupported

P0

False completion graders

Today. Agent claims done while tests fail

This agent. Objective graders before done

P0

Prompt git-style versioning

Today. Prompts live in Notion / chat history

This agent. Registry with A/B + golden score

Skill.md

Policy review

Durable analog execution standard. Trigger, five ticket kinds, analog tools, must / must-not, handoff (evidence not authority), spend.halt, second family. Same factory as PR Creator, Code Reviewer, Handoff Verifier — plus fromDesk(ai-ethics-analyst).

Trigger. Agent decisions need a fairness and policy audit.

  1. 01 StepTake the policy doc + samples
  2. 02 StepRun safety goldens
  3. 03 StepHold merge on failure
  4. 04 StepKeep dissent
  5. 05 StepList gaps — do not certify

Must

  • Audit trail
  • Gaps listed
  • Dissent preserved

Must not

  • Call the pack a letter
  • Issue a bias certificate from the analog
# AI Ethics Analyst

id: ai-ethics-analyst
layer: governance (Governance HOLD)
second family: ai-trainer-evaluator
tools: #/align

## Pain
The hired AI Ethics Analyst seat does not exist yet, or the work has no named ticket.

## Need
A named ticket, an analog close, and a second family. Not a chat that grades itself.

## Isolation
Isolation is probed, not assumed. Unprobed stays unlabeled. Never certified-green from a desk.

## spend.halt
spend.halt on the ticket cap. Only the operator raises the ceiling.

## Ticket kinds
- align-pass · AI Ethics Analyst analog close · analog #/align · escalate when: The analog kernel cannot close, or a hosted connector is required as if it were present.
---
name: analog-desk
isolation: probed
pack_is_letter: false
arr_claimed: false
---
# Analog desk skill

Authors never grade themselves. Second family sits the gate.
spend.halt is the ceiling. Isolation stays unlabeled until probed.

Who sits with this desk

Swarm compose by ticket kind.

Not named on a ticket-kind composition. Talk Route can still sit it from sit keys.

Sit keys

Talk Route matches these words.

align

Keyword analog in this tab. Not a hosted model. Ticket id is the idempotency key.

RBAC

Pass bar 78. C1.

  • Ceiling. C1 propose and gated read. Deploy and credential reveal denied.
  • Deny. credentials.reveal · deploy.canary
  • Scopes. workspace_read
  • Swarm seats. Not named on a ticket-kind composition. Talk Route can still sit it.

Daily missions

Run against live engines. Not slides.

eval.run_gate

Run safety + jury gate

Hold merge if safety/jury fails

Accept: Gate decision explained. Pain removed: Ethics isn't a slide deck after ship. Surfaces: Eval Gate.

Superpowers

  • Safety eval method
  • Audit via event bus
  • STE plain language

Daily jobs

  • Expand policy goldens
  • Review refusals
  • Trace a ship decision
  • Run compliance fix-all chains

Skills

  • Governance
  • Bias testing
  • Compliance
  • Policy

Toolkit

Command Center becomes this desk.

Eval Gate

Policy golden set

Safety/refusal cases

Outcome: Pass rate · caps.golden.

Command Center

Safety red-team

Injection & exfil probes

Outcome: Blocks · caps.redteam.

Kernel Guard

Compliance fix-all

Audit trail · RTBF · sovereignty chains

Outcome: Compliance gate list · findings.fix_all.

Work templates

eval

Policy review

Audit agent decisions for fairness and policy adherence

Paste: Policy doc + samples. Accept: Audit trail · Gaps listed.

Surfaces

Nav this desk actually opens.

Command CenterModels & KeysRole StudioEval GateKernel GuardAgent MemoryCertify & OperateUpdates

Local analog

Term distance mapper

Pairwise cosine on hash-ngram vectors. Not a bias certification.

Term distance mapper: pairwise cosine on hash-ngram vectors. Not a bias certification. Dissent Log keeps the loser. SAMPLE.

Run Term distance mapper

Replacement cost

$110,000$165,000 cash

Year-1 loaded + recruiting $203,500. Policy / Art. 50 desk. Below engineering ceiling.. Not EngOS payroll. Not ARR.

Pilot $0 / Team $79 sits this analog desk. Year-1 hire is $203,500 loaded. That is not a replacement claim. The hired role remains the real thing. The analog desk reports up so one operator can run the ticket.

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AI Security SpecialistAI Trainer and Evaluator

EngOS